TRIBALVISION

Author

Joseph H

1 Intoduction

Hello, I’m Joseph from Morocco.

Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.

I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.

Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.

This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.

2 About the project

The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.

The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.

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3 EDA

3.1 marketing and advertising indestry’s yearly new recruit count

3.2 tribalvision’s workforce status over the years

4 Workforce sample

4.1 Anthony Narag

Job title: Marketing associate
Associated: False
Socials: https://linkedin.com/in/anthonydanielnarag | https://linkedin.com/in/anthony-narag-a96682b3

4.1.1 Anthony Narag’s working period at tribalvision

4.1.2 Gantt plot of Anthony Narag’s experience


4.2 Ashley Snow

Job title: Senior marketing associate
Associated: True
Socials: https://facebook.com/ashley.l.snow.1 | https://linkedin.com/in/ashley-snow-77675942

4.2.1 Ashley Snow’s working period at tribalvision

4.2.2 Gantt plot of Ashley Snow’s experience


4.3 Austin King

Job title: Marketing associate
Associated: False
Socials: https://linkedin.com/in/austin-king12 | https://linkedin.com/in/austin-king-153b9b69 | https://facebook.com/100015368734743

4.3.1 Austin King’s working period at tribalvision

4.3.2 Gantt plot of Austin King’s experience


4.4 Becca Dellenbaugh

Job title: Senior marketing manager
Associated: True
Socials: https://linkedin.com/in/becca-dellenbaugh-57084885 | https://facebook.com/becca.dellenbaugh.9

4.4.1 Becca Dellenbaugh’s working period at tribalvision

4.4.2 Gantt plot of Becca Dellenbaugh’s experience


4.5 Brett Johnson

Job title: Marketing manager
Associated: True
Socials: https://linkedin.com/in/brett-c-johnson-47792965 | https://linkedin.com/in/heybrett

4.5.1 Brett Johnson’s working period at tribalvision

4.5.2 Gantt plot of Brett Johnson’s experience


4.6 Caroline Lambin

Job title: Project director and marketing consultant
Associated: False
Socials: https://linkedin.com/in/carolinelambin | https://linkedin.com/in/caroline-lambin-660aa538

4.6.1 Caroline Lambin’s working period at tribalvision

4.6.2 Gantt plot of Caroline Lambin’s experience


4.7 Christopher Ciunci

Job title: Founder and managing partner
Associated: True
Socials: https://gravatar.com/cciunci | https://angel.co/chris-ciunci | https://vimeo.com/user/8569015 | https://linkedin.com/in/christopher-ciunci-292b7b2 | https://quora.com/chris-ciunci | https://twitter.com/tribaltweet | https://pinterest.com/tribalvision | https://linkedin.com/in/christopherciunci | https://facebook.com/christopher.ciunci

4.7.1 Christopher Ciunci’s working period at tribalvision

4.7.2 Gantt plot of Christopher Ciunci’s experience


4.8 Damien Cabral

Job title: Vice president and partner
Associated: True
Socials: https://pinterest.com/cheexhaw | https://linkedin.com/in/damien-cabral-7668986 | https://gravatar.com/damiencabral | https://facebook.com/damien.cabral | https://vimeo.com/tribalvision | https://twitter.com/damiencabral | https://foursquare.com/user/513901 | https://linkedin.com/in/damiencabral

4.8.1 Damien Cabral’s working period at tribalvision

4.8.2 Gantt plot of Damien Cabral’s experience


4.9 Dani Grodsky

Job title: Marketing intern
Associated: False
Socials: https://linkedin.com/in/danigrodsky | https://facebook.com/dani.grodsky

4.9.1 Dani Grodsky’s working period at tribalvision

4.9.2 Gantt plot of Dani Grodsky’s experience


4.10 Drew Kennedy

Job title: Marketing intern
Associated: True
Socials: https://linkedin.com/in/drew-kennedy-a95571101 | https://facebook.com/dkennedy37 | https://linkedin.com/in/drewkennedy37 | https://twitter.com/drewkennedy7

4.10.1 Drew Kennedy’s working period at tribalvision

4.10.2 Gantt plot of Drew Kennedy’s experience


4.11 Emiko Barker

Job title: Marketing manager
Associated: True
Socials: https://facebook.com/emi.barker.9 | https://linkedin.com/in/emiko-barker-05bab5b0

4.11.1 Emiko Barker’s working period at tribalvision

4.11.2 Gantt plot of Emiko Barker’s experience


4.12 Fabiola Blas

Job title: Marketing manager
Associated: False
Socials: https://linkedin.com/in/fabiola-blas | https://linkedin.com/in/fabiola-blas-039a2552

4.12.1 Fabiola Blas’s working period at tribalvision

4.12.2 Gantt plot of Fabiola Blas’s experience


4.13 Gabriela Martin

Job title: Marketing manager
Associated: True
Socials: https://linkedin.com/in/gabisanmartin | https://linkedin.com/in/gabriela-san-martin-004a9071

4.13.1 Gabriela Martin’s working period at tribalvision

4.13.2 Gantt plot of Gabriela Martin’s experience


4.14 George Copley

Job title: Business development manager
Associated: True
Socials: https://linkedin.com/in/george-copley-0722a393 | https://facebook.com/georgieboy.koplay

4.14.1 George Copley’s working period at tribalvision

4.14.2 Gantt plot of George Copley’s experience


4.15 Harry Tripp

Job title: Marketing associate
Associated: True
Socials: https://facebook.com/harry.tripp.3 | https://linkedin.com/in/harry-tripp

4.15.1 Harry Tripp’s working period at tribalvision

4.15.2 Gantt plot of Harry Tripp’s experience


4.16 Jen Gerraughty

Job title: Marketing manager
Associated: True
Socials: https://linkedin.com/in/jen-gerraughty-47a7aa92 | https://facebook.com/jen.gerraughty

4.16.1 Jen Gerraughty’s working period at tribalvision

4.16.2 Gantt plot of Jen Gerraughty’s experience


4.17 Jessica Azzi-Saliba

Job title: Senior marketing consultant worldwide
Associated: True
Socials: https://linkedin.com/in/jessicaazzisaliba | https://facebook.com/jessica.azzisaliba | https://linkedin.com/in/jessica-azzi-saliba-mba-2619233 | https://twitter.com/jjazzi

4.17.1 Jessica Azzi-Saliba’s working period at tribalvision

4.17.2 Gantt plot of Jessica Azzi-Saliba’s experience


4.18 Joseph Dimodica

Job title: Marketing intern
Associated: False
Socials: https://linkedin.com/in/joseph-dimodica-jr-3b123911a | https://facebook.com/joey.dimodica | https://linkedin.com/in/josephdimodica

4.18.1 Joseph Dimodica’s working period at tribalvision

4.18.2 Gantt plot of Joseph Dimodica’s experience


4.19 Kelly Chasse

Job title: Marketing manager
Associated: True
Socials: https://linkedin.com/in/kellychasse

4.19.1 Kelly Chasse’s working period at tribalvision

4.19.2 Gantt plot of Kelly Chasse’s experience


4.20 Kelly Grady

Job title: Marketing associate
Associated: True
Socials: https://linkedin.com/in/kelly-grady-828a6182

4.20.1 Kelly Grady’s working period at tribalvision

4.20.2 Gantt plot of Kelly Grady’s experience


4.21 Kelsey Chen

Job title: ****
Associated: True
Socials: https://linkedin.com/in/kelsey-chen-6b604811a

4.21.1 Kelsey Chen’s working period at tribalvision

4.21.2 Gantt plot of Kelsey Chen’s experience


4.22 Lauren Hawkins

Job title: Marketing intern
Associated: False
Socials: https://facebook.com/lauren.hawkins0923 | https://linkedin.com/in/laurendoucette

4.22.1 Lauren Hawkins’s working period at tribalvision

4.22.2 Gantt plot of Lauren Hawkins’s experience


4.23 Lauren Presant

Job title: Marketing associate
Associated: False
Socials: https://linkedin.com/in/lauren-presant-b32aa745 | https://facebook.com/1013526

4.23.1 Lauren Presant’s working period at tribalvision

4.23.2 Gantt plot of Lauren Presant’s experience


4.24 Mary Green

Job title: Director
Associated: True
Socials: https://linkedin.com/in/mary-green-69ab292a | https://linkedin.com/in/marygreen2

4.24.1 Mary Green’s working period at tribalvision

4.24.2 Gantt plot of Mary Green’s experience


4.25 Matt Stanton

Job title: Marketing consulting intern
Associated: False
Socials: https://linkedin.com/in/matthew-stanton-12aa1344 | https://linkedin.com/in/matt-stanton-12aa1344

4.25.1 Matt Stanton’s working period at tribalvision

4.25.2 Gantt plot of Matt Stanton’s experience


4.26 Matthew Vick

Job title: Senior manager, creative strategy
Associated: True
Socials: https://twitter.com/m4ttv1ck | https://facebook.com/matt.vick1 | https://linkedin.com/in/mavick

4.26.1 Matthew Vick’s working period at tribalvision

4.26.2 Gantt plot of Matthew Vick’s experience


4.27 Morgan Durfee

Job title: Marketing manager
Associated: True
Socials: https://twitter.com/morganmorrisig | https://linkedin.com/in/morgan-morris-14a66119 | https://linkedin.com/in/morganmorrismarketer

4.27.1 Morgan Durfee’s working period at tribalvision

4.27.2 Gantt plot of Morgan Durfee’s experience


4.28 Olena Danilchenko

Job title: Strategic marketing director
Associated: True
Socials: https://linkedin.com/in/olenadanilchenko

4.28.1 Olena Danilchenko’s working period at tribalvision

4.28.2 Gantt plot of Olena Danilchenko’s experience


4.29 Rob Meyer

Job title: Marketing manager
Associated: True
Socials: https://facebook.com/rob.meyer.5477 | https://instagram.com/robbdeep55 | https://foursquare.com/user/13427074 | https://twitter.com/robbmeyer | https://klout.com/robbmeyer | https://gravatar.com/robbdeep | https://about.me/robert_a_meyer | https://linkedin.com/in/robertallenmeyer

4.29.1 Rob Meyer’s working period at tribalvision

4.29.2 Gantt plot of Rob Meyer’s experience


4.30 Robert Fabiano

Job title: Freelance
Associated: True
Socials: https://linkedin.com/in/robert-fabiano-980a9620

4.30.1 Robert Fabiano’s working period at tribalvision

4.30.2 Gantt plot of Robert Fabiano’s experience


4.31 Samina Arif

Job title: Marketing associate
Associated: True
Socials: https://linkedin.com/in/samina-arif-29880116

4.31.1 Samina Arif’s working period at tribalvision

4.31.2 Gantt plot of Samina Arif’s experience


4.32 Sasha Egolf

Job title: Senior marketing manager
Associated: True
Socials: https://linkedin.com/in/sasha-egolf-43781b24 | https://linkedin.com/in/sashaegolf

4.32.1 Sasha Egolf’s working period at tribalvision

4.32.2 Gantt plot of Sasha Egolf’s experience


4.33 Valentine Houssard

Job title: Stagiaire
Associated: False
Socials: https://linkedin.com/in/valentine-houssard-a77780b2

4.33.1 Valentine Houssard’s working period at tribalvision

4.33.2 Gantt plot of Valentine Houssard’s experience